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Application of Bayesian tomography method to the visible spectroscopic diagnostic on HL-2A tokamak

Dong Li, Liang Liu, J Svensson, T B Wang, J X LI, X X He, Z B Shi, Min Xu2021年Plasma Physics and Controlled FusionIF 2.2出版社

As the commission of a visible spectroscopic diagnostic to the HL-2A tokamak for the measurements of both bremsstrahlung continuum radiation and impurity line emission, a Bayesian tomography method has been developed to this diagnostic for the reconstruction of a 2D emission distribution from line-integrated data. In this method, Gaussian process prior is adopted as an effective way to regularize the smoothness of the emission field, which can be truncated to enforce non-negative constraint of the emission values. For the reliability and quality assessment, uncertainty of the reconstruction can be examined through its confidence interval derived from a posterior probability. Performance of this Gaussian processtomography method is exemplified by the reconstructions of the bremsstrahlung continuum emission, which coincide with the equilibrium magnetic flux surfaces with respect to position and shape. In another case the reconstruction of CVI line emission in the visible range (n = 8→7, 529.05 nm) disclose the existence of a bright radiation belt due to the plasma–wall interaction.

日本語訳

HL-2Aトカマクにおける制動放射連続スペクトルと不純物輝線の両方の測定を目的とした可視分光診断に対して、線積分データから2次元発光分布を再構成するベイズトモグラフィー法を開発した。本手法では、ガウス過程を事前分布として採用し、発光場の滑らかさを効果的に正則化するとともに、発光値の非負制約を課すことができる。再構成の信頼性と精度の評価は、事後確率から導出される信頼区間を通じて行うことが可能である。本ガウス過程トモグラフィー法の性能は、制動放射連続発光の再構成によって実証され、その結果は平衡磁気面の位置および形状と良好に一致した。さらに、可視域におけるCVI輝線(n=8→7、529.05 nm)の再構成により、プラズマ-壁相互作用に起因する明るい放射帯の存在が明らかになった。

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